One-iteration dejittering of digital video images

被引:7
作者
Nikolova, Mila [1 ]
机构
[1] PRES UniverSud, CNRS, CMLA, ENS Cachan, F-94230 Cachan, France
关键词
Error measures; Fast algorithms; Image modeling; Image restoration; Jitter; Matching; Non-convex data-fitting; Non-smooth data-fitting; Restoration; Video;
D O I
10.1016/j.jvcir.2009.03.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose several very fast algorithms to dejitter digital video images in one iteration. They are based on an essential disproportion of the magnitude of the second-order differences along the columns of a real-world image and all its jittered versions. The optimal row positions are found using non-smooth and possibly non-convex local criteria, applied on the second-order differences between consecutive rows. The dejittering iteration involves a number of steps equal to the number of the rows of the image. These algorithms are designed for gray-value and color natural images, as well as to noisy images. A reasonable version of these algorithms can be considered as parameter-free. We propose specific error measures to assess the success of dejittering. We provide experiments with random and structured jitter. The obtained results outperform by far the existing methods both in quality and in speed (the ours need around 1 second for a 512 x 512 image on Matlab). Our algorithms are a crucial step towards real-time dejittering of digital video sequences. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:254 / 274
页数:21
相关论文
共 18 条
[1]  
[Anonymous], 1999, A Wavelet Tour of Signal Processing
[2]   Fast discrete curvelet transforms [J].
Candes, Emmanuel ;
Demanet, Laurent ;
Donoho, David ;
Ying, Lexing .
MULTISCALE MODELING & SIMULATION, 2006, 5 (03) :861-899
[3]  
Daubechies Ingrid, 1992, Journal of the Acoustical Society of America
[4]   Reconstruction of wavelet coefficients using total variation minimization [J].
Durand, S ;
Froment, J .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2003, 24 (05) :1754-1767
[5]   Denoising of frame coefficients using l1 data-fidelity term and edge-preserving regularization [J].
Durand, Sylvain ;
Nikolova, Mila .
MULTISCALE MODELING & SIMULATION, 2007, 6 (02) :547-576
[6]   Video dejittering by bake and shake [J].
Kang, SH ;
Shen, JH .
IMAGE AND VISION COMPUTING, 2006, 24 (02) :143-152
[7]  
KANG SH, 2007, SPRINGER SERIES MATH, P35
[8]  
Kokaram A, 1997, INT CONF ACOUST SPEE, P2553, DOI 10.1109/ICASSP.1997.595309
[9]  
Kokaram A. C., 1998, MOTION PICTURE RESTO
[10]  
Laborelli L, 2003, 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 2, PROCEEDINGS, P331